{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Module 3 Practice Assessment - Mission Planning\n",
    "**This is an ungraded practice assignment**. In this notebook, you will be given an opportunity to implement Dijkstra's search algorithm on a road network in Berkeley, California. You will then modify that algorithm using a distance heuristic to perform A* search. You will then get a chance to compare your shortest path to the mapping library's path. If they match, congratulations! \n",
    "\n",
    "**In this notebook, you will:**\n",
    "* Implement Dijkstra's search algorithm on a road network graph.\n",
    "* Implement the A* search algorithm using a Euclidean heuristic on a road network graph. \n",
    "\n",
    "For most exercises, you are provided with a suggested outline. You are encouraged to diverge from the outline if you think there is a better, more efficient way to solve a problem.\n",
    "Launch the Jupyter Notebook to begin!\n",
    "We recommend that you refer to the solution only after you finish this practice exercise."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This practice assessment will give you a chance to cement your knowledge that you gained through the Module 3 videos by giving you hands-on experience using real map data. In this assessment, we will be relying on the [OSMNX library](https://osmnx.readthedocs.io/en/stable/) to generate Python graphs from Open Street Map (OSM) data. These graphs will be represented using the [NetworkX library](https://networkx.github.io/documentation/stable/). Both of these links are to the documentation, which you will find useful in this assessment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import osmnx as ox\n",
    "import networkx as nx\n",
    "import queue\n",
    "import math\n",
    "import priority_dict"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For this assessment, we're going to be focusing on planning in Berkeley, California, between the two nodes given below. After running the code up to and includeing the box below, you should see the output of the shortest path between the two points. Your goal is to get the same output yourself when you implement Dijkstra's and A*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 622.17x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "map_graph = ox.graph_from_place('Berkeley, California', network_type='drive')\n",
    "origin = ox.get_nearest_node(map_graph, (37.8743, -122.277))\n",
    "destination = list(map_graph.nodes())[-1]\n",
    "\n",
    "shortest_path = nx.shortest_path(map_graph, origin, destination, weight='length')\n",
    "fig, ax = ox.plot_graph_route(map_graph, shortest_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dijkstra's Search\n",
    "First, let's focus on Dijkstra's algorithm. As a refresher, we've included the pseudocode from the Module 3 lessons below.\n",
    "\n",
    "![Dijkstra's Pseudocode](dijkstra.png)\n",
    "\n",
    "This function will be implemented by you below in `dijkstras_search()`. We have included a helper function `get_path()` that will assist in retrieving the path from the dictionary of predecessors once the goal is found.\n",
    "\n",
    "To perform Dijkstra's search, we require a priority queue (or a min heap), which is defined as the `priority_dict` class. This class is accessed just as a standard dictionary is, except it orders the keys by their value. We can use the vertices as the keys to our priority queue, and their distance from the start as their value. For example, to set the distance of vertex `v` to the variable `dist`, we can do `open_queue[v] = dist`. To get the smallest value in the priority queue, we can use `priority_dict.pop_smallest()`. This returns a tuple of the vertex key and it's distance from the origin.\n",
    "\n",
    "The main input to the search is the `graph`, an OSMNX graph representation of the road network. The vertices are stored as keys, and as such the origin is given as input as `origin_key` and the goal is given as `goal_key`. To get the outgoing edges of a given vertex `u`, we can use `graph.out_edges([u], data=True)`. The return value of this is a list of tuples, each of which represent an outgoing edge. The second element of each tuple is the outgoing vertex at the other end of the edge. You can iterate over this list of tuples using:\n",
    "\n",
    "`for edge in graph.out_edges([u], data=True):`\n",
    "\n",
    "and can get the outgoing vertex of these edges by accessing the 2nd element of the tuple:\n",
    "\n",
    "`edge[1]`.\n",
    "\n",
    "To get the weight of this edge, you can access the data stored in the 3rd element of the tuple:\n",
    "\n",
    "`length = edge[2]['length']`.\n",
    "\n",
    "For more details, you can refer to the NetworkX documentation [here](https://networkx.github.io/documentation/networkx-2.3/reference/classes/generated/networkx.DiGraph.out_edges.html?highlight=out_edges#networkx.DiGraph.out_edges).\n",
    "\n",
    "Your goal now is to find the shortest path in the graph from the origin to the goal using Dijkstra's search. Make sure to store the optimal predecessors of each vertex in the `predecessors` dictionary, so you can retrieve the optimal path once you find the goal node in your search. Good luck!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For a given graph, origin vertex key, and goal vertex key,\n",
    "# computes the shortest path in the graph from the origin vertex\n",
    "# to the goal vertex using Dijkstra's algorithm.\n",
    "# Returns the shortest path as a list of vertex keys.\n",
    "def dijkstras_search(origin_key, goal_key, graph):\n",
    "    \n",
    "    # The priority queue of open vertices we've reached.\n",
    "    # Keys are the vertex keys, vals are the distances.\n",
    "    open_queue = priority_dict.priority_dict({})\n",
    "    \n",
    "    # The dictionary of closed vertices we've processed.\n",
    "    closed_dict = {}\n",
    "    \n",
    "    # The dictionary of predecessors for each vertex.\n",
    "    predecessors = {}\n",
    "    \n",
    "    # Add the origin to the open queue.\n",
    "    open_queue[origin_key] = 0.0\n",
    "\n",
    "    # Iterate through the open queue, until we find the goal.\n",
    "    # Each time, perform a Dijkstra's update on the queue.\n",
    "    # TODO: Implement the Dijstra update loop.\n",
    "    goal_found = False\n",
    "    while (open_queue):\n",
    "        u, uCost = open_queue.pop_smallest()\n",
    "        if u == goal_key:\n",
    "            return get_path(origin_key, goal_key, predecessors)\n",
    "        for edge in graph.out_edges([u], data=True):\n",
    "            v = edge[1]\n",
    "            if v in closed_dict:\n",
    "                continue\n",
    "            uvCost = edge[2]['length']\n",
    "            cost = uCost + uvCost\n",
    "            if v in open_queue:\n",
    "                if cost < open_queue[v]:\n",
    "                    open_queue[v] = cost\n",
    "                    predecessors[v] = u\n",
    "            else:\n",
    "                open_queue[v] = cost\n",
    "                predecessors[v] = u\n",
    "        closed_dict[u] = uCost\n",
    "    \n",
    "    # If we get through entire priority queue without finding the goal,\n",
    "    # something is wrong.\n",
    "    if not goal_found:\n",
    "        raise ValueError(\"Goal not found in search.\")\n",
    "    \n",
    "    # Construct the path from the predecessors dictionary.\n",
    "    return get_path(origin_key, goal_key, predecessors)                "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This function follows the predecessor\n",
    "# backpointers and generates the equivalent path from the\n",
    "# origin as a list of vertex keys.\n",
    "def get_path(origin_key, goal_key, predecessors):\n",
    "    key = goal_key\n",
    "    path = [goal_key]\n",
    "    \n",
    "    while (key != origin_key):\n",
    "        key = predecessors[key]\n",
    "        path.insert(0, key)\n",
    "        \n",
    "    return path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once these two functions have been implemented, run the box below to see if your output matches that of the library function above. If it doesn't, you've made a mistake with your implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 622.17x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = dijkstras_search(origin, destination, map_graph)        \n",
    "fig, ax = ox.plot_graph_route(map_graph, path) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A* Search\n",
    "Next, we will use a distance heuristic to implement A* search for our map search problem. Since we are using real map data here, we will need to convert the data to a format which we can use for distance computation. Each data point has a latitude and longitude associated with it, which we then have to convert into (x, y, z) coordinates on the earth (which we will assume to be a sphere with radius 6371 km). We can then take the straight line distance between these two points as an approximation for the distance between them. Over small distances, this approximation is accurate. This is implemented in the `distance_heuristic()` function below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Computes the Euclidean distance between two vertices.\n",
    "# Assume that the earth is a sphere with radius 6371 km.\n",
    "def distance_heuristic(state_key, goal_key, node_data):\n",
    "    n1 = node_data[state_key]\n",
    "    n2 = node_data[goal_key]\n",
    "\n",
    "    # Get the longitude and latitude for each vertex.\n",
    "    long1 = n1['x']*math.pi/180.0\n",
    "    lat1 = n1['y']*math.pi/180.0\n",
    "    long2 = n2['x']*math.pi/180.0\n",
    "    lat2 = n2['y']*math.pi/180.0\n",
    "    \n",
    "    # Use a spherical approximation of the earth for\n",
    "    # estimating the distance between two points.\n",
    "    r = 6371000\n",
    "    x1 = r*math.cos(lat1)*math.cos(long1)\n",
    "    y1 = r*math.cos(lat1)*math.sin(long1)\n",
    "    z1 = r*math.sin(lat1)\n",
    "\n",
    "    x2 = r*math.cos(lat2)*math.cos(long2)\n",
    "    y2 = r*math.cos(lat2)*math.sin(long2)\n",
    "    z2 = r*math.sin(lat2)\n",
    "\n",
    "    d = ((x2-x1)**2 + (y2-y1)**2 + (z2-z1)**2)**0.5\n",
    "    \n",
    "    return d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can use our distance heuristic to perform A* search on our map. As a refresher, we've included the A* pseudocode from Module 3 below.\n",
    "![A* Pseudocode](a_star.png)\n",
    "This function will be implemented in the `a_star_search()` function below. As with Dijkstra's search, you should make use of the `get_path()` helper function above. As before, you should find the shortest path from the origin to the goal in the graph, but this time you should use A* with the distance heuristic given above. Good luck!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For a given graph, origin vertex key, and goal vertex key,\n",
    "# computes the shortest path in the graph from the origin vertex\n",
    "# to the goal vertex using A* search. \n",
    "# Returns the shortest path as a list of vertex keys.\n",
    "def a_star_search(origin_key, goal_key, graph):\n",
    "    # The priority queue of open vertices we've reached.\n",
    "    # Keys are the vertex keys, vals are the accumulated\n",
    "    # distances plus the heuristic estimates of the distance\n",
    "    # to go.\n",
    "    open_queue = priority_dict.priority_dict({})\n",
    "    \n",
    "    # The dictionary of closed vertices we've processed.\n",
    "    closed_dict = {}\n",
    "    \n",
    "    # The dictionary of predecessors for each vertex.\n",
    "    predecessors = {}\n",
    "    \n",
    "    # The dictionary that stores the best cost to reach each\n",
    "    # vertex found so far.\n",
    "    costs = {}\n",
    "    \n",
    "    # Get the spatial data for each vertex as a dictionary.\n",
    "    node_data = graph.nodes(True)\n",
    "    \n",
    "    # Add the origin to the open queue and the costs dictionary.\n",
    "    costs[origin_key] = 0.0\n",
    "    open_queue[origin_key] = distance_heuristic(origin_key, goal_key, node_data)\n",
    "\n",
    "    # Iterate through the open queue, until we find the goal.\n",
    "    # Each time, perform an A* update on the queue.\n",
    "    # TODO: Implement the A* update loop.\n",
    "    goal_found = False\n",
    "    while (open_queue):\n",
    "        u, _ = open_queue.pop_smallest()\n",
    "        uCost = costs[u]\n",
    "        if u == goal_key:\n",
    "            return get_path(origin_key, goal_key, predecessors)\n",
    "        for edge in graph.out_edges([u], data=True):\n",
    "            v = edge[1]\n",
    "            if v in closed_dict:\n",
    "                continue\n",
    "            uvCost = edge[2]['length']\n",
    "            cost = uCost + uvCost\n",
    "            h = distance_heuristic(v, goal_key, node_data)\n",
    "            if v in open_queue:\n",
    "                if cost + h < open_queue[v]:\n",
    "                    open_queue[v] = cost + h\n",
    "                    costs[v] = cost\n",
    "                    predecessors[v] = u\n",
    "            else:\n",
    "                open_queue[v] = cost + h\n",
    "                costs[v] = cost\n",
    "                predecessors[v] = u\n",
    "        closed_dict[u] = uCost\n",
    "    \n",
    "    # If we get through entire priority queue without finding the goal,\n",
    "    # something is wrong.\n",
    "    if not goal_found:\n",
    "        raise ValueError(\"Goal not found in search.\")\n",
    "    \n",
    "    # Construct the path from the predecessors dictionary.\n",
    "    return get_path(origin_key, goal_key, predecessors)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once this function has been implemented, run the box below to see if your output matches that of the library function at the start of the notebook. If it doesn't, you've made a mistake with your implementation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 622.17x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "path = a_star_search(origin, destination, map_graph)        \n",
    "fig, ax = ox.plot_graph_route(map_graph, path) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Congratulations! You've now implemented two important mission planning algorithms on real map data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
